Real ChatGPT answer · index seedRfPxzCVJmsMcompleteB2B software · data and analytics platformsinformational
How do enterprise data catalogs like Alation or Monte Carlo actually implement data lineage tracking across complex dbt and Airflow workflows
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
How do enterprise data catalogs like Alation or Monte Carlo actually implement data lineage tracking across complex dbt and Airflow workflows
3 real searches · 1 real-search pass
Alation data lineage technical documentation SQL parser dbt Airflow metadata connectorsGoogle ↗
OBSERVEDOther / navigational
Monte Carlo data lineage how it works dbt Airflow integrations query logs column lineageGoogle ↗
OBSERVEDReason
OpenLineage Airflow dbt integration lineage facets architecture specificationGoogle ↗
OBSERVEDReason
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (3)
Classes come from the query-classifier (a local Laya model). 2 of 3 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT3 real searches · gpt-6
Alation data lineage technical documentation SQL parser dbt Airflow metadata connectors Google ↗
Monte Carlo data lineage how it works dbt Airflow integrations query logs column lineage Google ↗
OpenLineage Airflow dbt integration lineage facets architecture specification Google ↗
- dbt · openlineage.io
- OpenLineage/website/docs/integrations/dbt.md at main · OpenLineage/OpenLineage · github.com
- Airflow in Lineage · docs.getmontecarlo.com
- Now Featuring: Orchestration Lineage · montecarlo.ai
- Lineage & Dataflows Overview · developer.alation.com
- Data Lineage Agents Guide · alation.github.io
- dbt Integration · docs.getmontecarlo.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Alation data lineage technical documentation SQL parser dbt Airflow metadata connectors OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Monte Carlo data lineage how it works dbt Airflow integrations query logs column lineage OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
OpenLineage Airflow dbt integration lineage facets architecture specification OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |